Summarization on Multilingual SUM PT
25.3Best AccuracyTask-level fine-tuning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Task-level fine-tuning2025.06 | 25.3 | — | |
| Many-shot (ours)Masking Strategy=mask all targets2025.06 | 24.8 | 24.8 | |
| Many-shot (ours)Masking Strategy=mask last target2025.06 | 23.5 | 23.5 | |
| Many-shotStrategy=autoregressive2025.06 | 21.7 | 21.4 | |
| Few-shotMasking Strategy=mask all targets2025.06 | 21.5 | 21.5 | |
| Few-shotMasking Strategy=mask last target2025.06 | 20.6 | 20.2 | |
| No fine-tuning2025.06 | 19.5 | 19.3 | |
| Zero shot2025.06 | 19.2 | 19.2 |